{
  "releaseId": "terra-geobenchx-v1",
  "taskId": "530802",
  "question": "Map agricultural GDP contribution by region.",
  "submittedPrompt": "Map agricultural GDP contribution by region.\n\nTask conventions: Use the frozen country polygons and World Bank NV.AGR.TOTL.ZS 2023 column, in % of GDP. These are country-level indicators, not a subnational surface or a new regional aggregation. Join the supplied ISO_A3 to Country Code exactly. Nonmatching identifiers and missing measurements remain unknown; do not guess them or substitute another year. Retain every original country feature and benchmark_row_id, including unknowns. No data must have a distinct map category, not zero. Create a quantitative choropleth with five quantile classes (fewer only if tied values collapse breaks), a visible legend with numeric bounds and units, and a neutral No data category. Values equal to a class break enter the upper class. Preserve negative and genuine zero values. This fixed classification and year are disclosed evaluation conventions; do not retrieve live replacements.\n\n\n\nAdd the resulting quantitative country layer to the map and retain an inspectable data artifact containing the original country geometry, benchmark_row_id, numeric value and class. End with one fenced JSON object: {count: countries with a known numeric value, unknown_count: countries without one, coverage_note: string, selection: {collectionId, itemId, assetKey}, value_field: numeric_column_name, class_field: classification_column_name, map_layer_id: delivered_layer_id}. The artifact must include known AND unknown countries, not only the known subset. Explain the year, units, key limitations and legend in the final response.\n\nDelivery format: provide the answer object with all fields specified above as final_response on assess_result, alongside the inspected final artifact_refs. This replaces the JSON-code-block formatting requirement above. Blue attaches your explicit selection to the accepted final answer. Finish with a concise ordinary-language answer agreeing with that selected result; do not duplicate the JSON in chat.\n\nSupplied immutable inputs:\n[\n  {\n    \"name\": \"World Bank country boundaries\",\n    \"edition\": \"GeoBenchX harmonized names\",\n    \"units\": {},\n    \"collectionId\": \"blue-generated--[resource id withheld]\",\n    \"itemId\": \"[resource id withheld]\",\n    \"assetKey\": \"data\"\n  },\n  {\n    \"name\": \"World Bank NV.AGR.TOTL.ZS\",\n    \"edition\": \"Frozen GeoBenchX World Development Indicators; use 2023\",\n    \"units\": {\n      \"2023\": \"% of GDP\"\n    },\n    \"collectionId\": \"blue-generated--[resource id withheld]\",\n    \"itemId\": \"[resource id withheld]\",\n    \"assetKey\": \"data\"\n  }\n]",
  "finalAnswer": "Done — I added the 2023 agricultural GDP contribution country layer to the map.\n\nIt uses five quantile classes in % of GDP plus a separate No data class, and the artifact keeps all 251 original country geometries with `benchmark_row_id`, the `2023` value, and `ag_gdp_class`.\n\nThis is country-level only, not subnational, and 98 countries remain No data because 34 codes did not match exactly and 64 matched countries have no supplied 2023 value. Source: frozen World Bank country boundaries and frozen World Bank NV.AGR.TOTL.ZS 2023, Blue-hosted immutable inputs retrieved 2026-10-07.\n\n### Limitations\n\n- This is a country-level 2023 indicator only; it does not show subnational variation or any new regional aggregation.\n- 98 countries remain unknown after the exact join because 34 country features do not match Country Code and additional matched countries have no 2023 value in the supplied table.\n- This is a country-level 2023 indicator only; it does not show subnational variation or a new regional aggregation.\n- 98 countries remain No data after the exact join: 34 country features do not match a Country Code in the supplied table, and 64 matched countries have no supplied 2023 value.\n- Country-level geometry only.\n- Missing supplied 2023 values remain unknown.\n- Unmatched identifiers remain unknown instead of being guessed.\n- 98 countries remain in the No data class because their joined 2023 value is unknown.\n- The final map binding must still be verified against the delivered artifact.",
  "checks": {
    "expectedCount": 153,
    "actualCount": 153,
    "expectedMetrics": null,
    "actualMetrics": null,
    "computationCorrect": true,
    "answerFulfilled": true,
    "adjudication": null,
    "qualification": null,
    "reasons": []
  },
  "activity": [
    {
      "at": "2026-10-07T07:02:09.020152Z",
      "title": "Progress update",
      "detail": "I’ll confirm the saved analysis context, inspect the two supplied datasets, then test the join and quantile classification on a small private run before I save the final map workflow."
    },
    {
      "at": "2026-10-07T07:02:18.050244Z",
      "title": "Progress update",
      "detail": "I’ve got the Blue tools. Next I’m checking the retained brief, current map state, and the two supplied files so I can test the join and class breaks without guessing fields."
    },
    {
      "at": "2026-10-07T07:02:18.161301Z",
      "title": "get_analysis",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T07:02:18.196395Z",
      "title": "get_map_context",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T07:02:18.899134Z",
      "title": "list_map_layers",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T07:02:31.553236Z",
      "title": "Progress update",
      "detail": "I confirmed there’s no saved brief yet and the map is empty. Now I’m inspecting the two supplied files so I can use the exact field names and keep all countries, including unknowns."
    },
    {
      "at": "2026-10-07T07:02:31.578001Z",
      "title": "get_collection",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T07:02:31.589145Z",
      "title": "get_collection",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T07:02:46.097238Z",
      "title": "Progress update",
      "detail": "I found the two supplied collections. They’re single managed files, so I’m pulling bounded schema/preview information next to confirm the exact join key and 2023 value column before I build the method."
    },
    {
      "at": "2026-10-07T07:02:46.124332Z",
      "title": "inspect_artifact",
      "detail": "Recorded tool call · failed"
    },
    {
      "at": "2026-10-07T07:02:46.136421Z",
      "title": "inspect_artifact",
      "detail": "Recorded tool call · failed"
    },
    {
      "at": "2026-10-07T07:02:51.464709Z",
      "title": "get_tool_help",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T07:02:57.509914Z",
      "title": "list_processors",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T07:02:57.824740Z",
      "title": "list_processors",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T07:02:58.358810Z",
      "title": "list_processors",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T07:03:02.769148Z",
      "title": "describe_processors",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T07:03:07.648945Z",
      "title": "describe_processors",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T07:03:14.439269Z",
      "title": "describe_processors",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T07:03:19.799432Z",
      "title": "describe_processors",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T07:03:26.239981Z",
      "title": "get_collection",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T07:03:26.678147Z",
      "title": "get_collection",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T07:03:38.330818Z",
      "title": "get_tool_help",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T07:03:49.207935Z",
      "title": "Progress update",
      "detail": "I’m recording the goal now so the join test and final checks stay tied to the same requested result. Then I’ll run a tiny source inspection trial to confirm the exact field names before any join."
    },
    {
      "at": "2026-10-07T07:03:58.388125Z",
      "title": "update_analysis_brief",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T07:04:07.606043Z",
      "title": "run_trial",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T07:05:01.073475Z",
      "title": "Progress update",
      "detail": "The first check finished. I confirmed the country file has `ISO_A3` and `benchmark_row_id`, but the table preview had omitted a few year columns, so I’m explicitly checking the 2023 field now before I do the join."
    },
    {
      "at": "2026-10-07T07:05:01.100895Z",
      "title": "inspect_artifact",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T07:05:01.116080Z",
      "title": "inspect_artifact",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T07:05:01.348866Z",
      "title": "get_trial_report",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T07:06:21.966035Z",
      "title": "read_evidence",
      "detail": "Recorded tool call · failed"
    },
    {
      "at": "2026-10-07T07:06:22.042508Z",
      "title": "read_evidence",
      "detail": "Recorded tool call · failed"
    },
    {
      "at": "2026-10-07T07:06:29.729518Z",
      "title": "Progress update",
      "detail": "I’ve got the source field check back. I’m reading the completed inspection receipts now so I can correct the one bad field request and move on to the exact join test without guessing."
    },
    {
      "at": "2026-10-07T07:06:35.844080Z",
      "title": "Progress update",
      "detail": "The bad inspection was just an argument mistake: I asked for a table field that isn’t there. I’m correcting that now and confirming the 2023 column before I run the actual join-and-classify test."
    },
    {
      "at": "2026-10-07T07:06:35.876899Z",
      "title": "inspect_artifact",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T07:06:35.912498Z",
      "title": "inspect_artifact",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T07:06:36.172169Z",
      "title": "inspect_artifact",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T07:07:31.074916Z",
      "title": "Progress update",
      "detail": "I confirmed the country fields. The table inspections finished too, so I’m fetching the exact 2023 field and full schema now. Then I can test the actual join and class breaks on the full country set."
    },
    {
      "at": "2026-10-07T07:07:31.102555Z",
      "title": "inspect_artifact",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T07:07:31.147383Z",
      "title": "inspect_artifact",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T07:07:49.268099Z",
      "title": "Progress update",
      "detail": "I’ve confirmed the needed fields: `ISO_A3`, `benchmark_row_id`, `Country Code`, and `2023`. I’m recording that check, then I’ll run one full-scope private test that actually joins and classifies the country layer before I save the final workflow."
    },
    {
      "at": "2026-10-07T07:07:49.312500Z",
      "title": "assess_trial",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T07:07:50.272383Z",
      "title": "get_tool_help",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T07:07:55.198648Z",
      "title": "get_tool_help",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T07:08:01.958693Z",
      "title": "get_tool_help",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T07:08:05.684619Z",
      "title": "get_tool_help",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T07:08:09.698530Z",
      "title": "get_tool_help",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T07:08:17.816370Z",
      "title": "get_tool_help",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T07:08:58.789343Z",
      "title": "Progress update",
      "detail": "I’m running the full method privately now on the whole country set: exact left join, then five-quantile classification on the 2023 field. This will show whether the final layer keeps all countries and publishes the expected No data legend."
    },
    {
      "at": "2026-10-07T07:09:02.526625Z",
      "title": "run_trial",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T07:10:40.116501Z",
      "title": "Progress update",
      "detail": "The full test finished. Next I’m reviewing the combined report and then I’ll save the same tested computation as the production workflow instead of rebuilding it."
    },
    {
      "at": "2026-10-07T07:10:40.122849Z",
      "title": "get_trial_report",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T07:10:47.973463Z",
      "title": "Progress update",
      "detail": "The method is supported. I’m recording the tested result now, then I’ll save this exact workflow as the final production run with the same join keys, year, and five quantile classes."
    },
    {
      "at": "2026-10-07T07:10:50.734750Z",
      "title": "assess_trial",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T07:11:06.034785Z",
      "title": "get_tool_help",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T07:11:30.651082Z",
      "title": "update_analysis_brief",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T07:11:31.842975Z",
      "title": "Progress update",
      "detail": "I’ve finished method development. I’m refreshing the brief from the trial evidence so the saved workflow and final handoff reflect the tested counts and real remaining limit, not stale planning notes."
    },
    {
      "at": "2026-10-07T07:11:42.281524Z",
      "title": "Progress update",
      "detail": "I’m saving the production workflow now from the tested trial, without changing the science or the global extent. After it validates, I’ll run that exact saved version and verify the delivered map layer."
    },
    {
      "at": "2026-10-07T07:11:52.301625Z",
      "title": "propose_workflow",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T07:12:01.063744Z",
      "title": "execute_workflow",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T07:12:01.806381Z",
      "title": "Progress update",
      "detail": "The saved workflow validated cleanly and matches the tested computation. I’m starting that exact production run now, then I’ll inspect the delivered output before I add it to the map."
    },
    {
      "at": "2026-10-07T07:14:35.873614Z",
      "title": "Progress update",
      "detail": "The production run finished in the background. I’m inspecting the delivered artifact and legend now, then I’ll bind that verified output to the map and record the final answer object."
    },
    {
      "at": "2026-10-07T07:14:44.789791Z",
      "title": "inspect_workflow_results",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T07:15:14.725808Z",
      "title": "Progress update",
      "detail": "The run is done; I’m pulling the authoritative output receipts now so I can add the exact delivered choropleth to the map, not the earlier trial copy."
    },
    {
      "at": "2026-10-07T07:15:15.841377Z",
      "title": "inspect_workflow_results",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T07:15:36.592776Z",
      "title": "Progress update",
      "detail": "I’ve got the final output receipt and the map now reports the layer was added. I’m doing one bounded content check on the delivered dataset and its legend summary before I file the final assessment."
    },
    {
      "at": "2026-10-07T07:15:36.611627Z",
      "title": "inspect_artifact",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T07:15:36.621498Z",
      "title": "inspect_artifact",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T07:15:36.627595Z",
      "title": "list_map_layers",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T07:16:19.238275Z",
      "title": "Progress update",
      "detail": "I’m pulling the completed final preview receipt now. Then I can lock the result with the delivered artifact, the verified layer ID, and the machine-readable answer object."
    },
    {
      "at": "2026-10-07T07:16:19.497012Z",
      "title": "inspect_artifact",
      "detail": "Recorded tool call · completed"
    },
    {
      "at": "2026-10-07T07:17:04.539345Z",
      "title": "Progress update",
      "detail": "I’ve verified the final artifact, legend summary, and live map layer. I’m recording the final result now with the selected dataset, counts, and layer ID."
    },
    {
      "at": "2026-10-07T07:17:14.555215Z",
      "title": "assess_result",
      "detail": "Recorded tool call · failed"
    },
    {
      "at": "2026-10-07T07:17:22.769393Z",
      "title": "Progress update",
      "detail": "Blue rejected the wording because the condition names must match the saved acceptance list exactly. I’m correcting that now without changing the result."
    },
    {
      "at": "2026-10-07T07:17:29.152109Z",
      "title": "assess_result",
      "detail": "Recorded tool call · completed"
    }
  ],
  "workflow": [
    {
      "title": "Supplied agricultural GDP table",
      "description": "Recorded source · succeeded"
    },
    {
      "title": "Classify 2023 agricultural GDP values",
      "description": "Recorded vector-classify · succeeded"
    },
    {
      "title": "Supplied country polygons",
      "description": "Recorded source · succeeded"
    },
    {
      "title": "Agricultural GDP contribution by country (2023)",
      "description": "Recorded output · succeeded"
    },
    {
      "title": "Join 2023 agricultural GDP values",
      "description": "Recorded table-attribute-join · succeeded"
    },
    {
      "title": "Supplied agricultural GDP table",
      "description": "Recorded source · succeeded"
    },
    {
      "title": "Classify 2023 agricultural GDP values",
      "description": "Recorded vector-classify · succeeded"
    },
    {
      "title": "Supplied country polygons",
      "description": "Recorded source · succeeded"
    },
    {
      "title": "Join 2023 agricultural GDP values",
      "description": "Recorded table-attribute-join · succeeded"
    },
    {
      "title": "Join 2023 agricultural GDP values",
      "description": "Recorded output · succeeded"
    },
    {
      "title": "Classify 2023 agricultural GDP values",
      "description": "Recorded output · succeeded"
    },
    {
      "title": "Classify 2023 agricultural GDP values",
      "description": "Recorded output · succeeded"
    },
    {
      "title": "Supplied agricultural GDP table",
      "description": "Recorded source · succeeded"
    },
    {
      "title": "Supplied country polygons",
      "description": "Recorded source · succeeded"
    },
    {
      "title": "Supplied country polygons",
      "description": "Recorded output · succeeded"
    },
    {
      "title": "Supplied agricultural GDP table",
      "description": "Recorded output · succeeded"
    }
  ],
  "previews": [],
  "activityDisclosure": "Recorded observable actions only, not private reasoning. Raw payloads, geometry, private links and credentials are omitted; full evidence is retained privately. Activity/workflow lists bounded at 500 entries.",
  "artifacts": [
    {
      "sha256": "aa597fd214172be60b0f51ef409b5e8ff1774fbf22b7586497812e066e778f4a",
      "bytes": 140992,
      "finishedAt": "2026-10-07T07:04:25.892159+00:00"
    },
    {
      "sha256": "d2eba1307030ec9521b10481373aaf1bb69d0609d4d88acac074d634d97af9ad",
      "bytes": 8404920,
      "finishedAt": "2026-10-07T07:04:25.892159+00:00"
    },
    {
      "sha256": "2f40008e7476a75f79806aa398a04007b86f5916168bc65f3a5241b3033b88c1",
      "bytes": 8416660,
      "finishedAt": "2026-10-07T07:09:28.381661+00:00"
    },
    {
      "sha256": "542fa64f6ed5c14bcd9c4358e9ae95cb27b1702bda8c36156c3d923a9a4babe7",
      "bytes": 8417345,
      "finishedAt": "2026-10-07T07:09:39.837975+00:00"
    },
    {
      "sha256": "2f40008e7476a75f79806aa398a04007b86f5916168bc65f3a5241b3033b88c1",
      "bytes": 8416660,
      "finishedAt": "2026-10-07T07:13:26.979292+00:00"
    },
    {
      "sha256": "542fa64f6ed5c14bcd9c4358e9ae95cb27b1702bda8c36156c3d923a9a4babe7",
      "bytes": 8417345,
      "finishedAt": "2026-10-07T07:14:18.490536+00:00"
    }
  ],
  "snapshotSha256": "6d1c33863dfec0cfd250a96d065406efa55114742986e57bbeddb5af9b2d8a0d",
  "investigations": [
    {
      "at": "2026-10-07T07:04:07.606043Z",
      "tool": "run_trial",
      "status": "completed",
      "verdict": null,
      "findings": null,
      "limitations": null,
      "next_action": null,
      "question": "What are the exact field names available in the supplied country polygons and frozen NV.AGR.TOTL.ZS table for the required exact join, 2023 value, and benchmark ID retention?"
    },
    {
      "at": "2026-10-07T07:07:49.312500Z",
      "tool": "assess_trial",
      "status": "completed",
      "verdict": "sufficient",
      "findings": "The supplied country polygons expose ISO_A3 and benchmark_row_id. The supplied indicator table exposes Country Code and a numeric 2023 field. Those fields are sufficient to test the required exact join and preserve benchmark_row_id in the final output.",
      "limitations": [
        "The source check did not yet verify matched versus unmatched join counts or the published choropleth legend."
      ],
      "next_action": "Run a full-scope private test that joins ISO_A3 to Country Code exactly and classifies the 2023 values into quantiles.",
      "question": null
    },
    {
      "at": "2026-10-07T07:09:02.526625Z",
      "tool": "run_trial",
      "status": "completed",
      "verdict": null,
      "findings": null,
      "limitations": null,
      "next_action": null,
      "question": "Does the full global method preserve every supplied country feature while joining ISO_A3 to Country Code exactly and classifying the joined 2023 values into five quantile classes with a distinct No data category?"
    },
    {
      "at": "2026-10-07T07:10:50.734750Z",
      "tool": "assess_trial",
      "status": "completed",
      "verdict": "sufficient",
      "findings": "The full-scope method retained all 251 country features and benchmark_row_id after an exact left join from ISO_A3 to Country Code. The join added Country Code and the supplied 2023 value, leaving 34 unmatched country features and 98 total unknown 2023 values rather than dropping or filling them. The classifier retained 251 features, created ag_gdp_class values 0 to 5, and published five quantile classes with % of GDP units and breaks at 1.92466694767704, 4.332831086496554, 8.778385608277242, and 18.144718129856102; class 0 is the distinct No data category. The boundary convention is lower inclusive and upper exclusive, so a value equal to a class break enters the upper class.",
      "limitations": [
        "This is a country-level 2023 indicator only; it does not show subnational variation or a new regional aggregation.",
        "98 countries remain unknown in the classified output: 34 because the exact join found no matching Country Code and the remainder because the supplied table has no 2023 value for those matched countries."
      ],
      "next_action": "Save the tested computation as the production workflow, execute it, inspect the final artifact and legend, add the final layer to the map, and assess the delivered result.",
      "question": null
    },
    {
      "at": "2026-10-07T07:17:14.555215Z",
      "tool": "assess_result",
      "status": "failed",
      "verdict": "sufficient",
      "findings": "I delivered the country choropleth and added it to the map. The final artifact retains all 251 original country geometries and benchmark_row_id values, with 153 known 2023 agricultural-share values and 98 No data countries. The legend uses five quantile classes in % of GDP with breaks at 1.92466694767704, 4.332831086496554, 8.778385608277242, and 18.144718129856102, plus class 0 as the neutral No data category. Source: Benchmark fixture · World Bank country boundaries and Benchmark fixture · World Bank NV.AGR.TOTL.ZS, Blue-hosted immutable inputs with original World Bank attribution, retrieved 2026-10-07; source revision not provided.",
      "limitations": [
        "This is a country-level 2023 indicator only; it does not show subnational variation or a new regional aggregation.",
        "98 countries remain No data after the exact join: 34 country features do not match a Country Code in the supplied table, and 64 matched countries have no supplied 2023 value."
      ],
      "next_action": "Inspect the map layer or open the delivered artifact if you want to review each country's benchmark_row_id, 2023 value, and class.",
      "question": null
    },
    {
      "at": "2026-10-07T07:17:29.152109Z",
      "tool": "assess_result",
      "status": "completed",
      "verdict": "sufficient",
      "findings": "I delivered the country choropleth and added it to the map. The final artifact retains all 251 original country geometries and benchmark_row_id values, with 153 known 2023 agricultural-share values and 98 No data countries. The legend uses five quantile classes in % of GDP with breaks at 1.92466694767704, 4.332831086496554, 8.778385608277242, and 18.144718129856102, plus class 0 as the neutral No data category. Source: Benchmark fixture · World Bank country boundaries and Benchmark fixture · World Bank NV.AGR.TOTL.ZS, Blue-hosted immutable inputs with original World Bank attribution, retrieved 2026-10-07; source revision not provided.",
      "limitations": [
        "This is a country-level 2023 indicator only; it does not show subnational variation or a new regional aggregation.",
        "98 countries remain No data after the exact join: 34 country features do not match a Country Code in the supplied table, and 64 matched countries have no supplied 2023 value."
      ],
      "next_action": "Inspect the map layer or open the delivered artifact if you want to review each country's benchmark_row_id, 2023 value, and class.",
      "question": null
    }
  ]
}
